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cs.DS2021
Data stream fusion for accurate quantile tracking and analysis
Massimo Cafaro, Catiuscia Melle, Italo Epicoco +1
UDDSKETCH is a recent algorithm for accurate tracking of quantiles in data streams, derived from the DDSKETCH algorithm. UDDSKETCH provides accuracy guarantees covering the full ra…
cs.DS2020
UDDSketch: Accurate Tracking of Quantiles in Data Streams
Italo Epicoco, Catiuscia Melle, Massimo Cafaro +2
We present UDDSketch (Uniform DDSketch), a novel sketch for fast and accurate tracking of quantiles in data streams. This sketch is heavily inspired by the recently introduced DDSk…
cs.DS2019
Fast Detection of Outliers in Data Streams with the Estimator
Massimo Cafaro, Catiuscia Melle, Marco Pulimeno +1
We present FQN (Fast ), a novel algorithm for fast detection of outliers in data streams. The algorithm works in the sliding window model, checking if an item is an outlier by…